Question

In: Statistics and Probability

1/You are conducting a multinomial Goodness of Fit hypothesis test for the claim that the 4...

1/You are conducting a multinomial Goodness of Fit hypothesis test for the claim that the 4 categories occur with the following frequencies:

HoHo : pA=0.25pA=0.25;  pB=0.4pB=0.4;  pC=0.1pC=0.1;  pD=0.25pD=0.25

Complete the table. Report all answers accurate to three decimal places.

Category Observed
Frequency
Expected
Frequency
A 20
B 33
C 4
D 26

What is the chi-square test-statistic for this data? (2 decimal places)
χ2=( )
What is the P-Value? (3 decimal places)
P-Value = ( )
For significance level alpha 0.025,
What would be the conclusion of this hypothesis test?

  • Reject the Null Hypothesis
  • Fail to reject the Null Hypothesis
  • Report all answers accurate to three decimal places

2/ You are conducting a multinomial hypothesis test (αα = 0.05) for the claim that all 5 categories are equally likely to be selected. Complete the table.

Category Observed
Frequency
Expected
Frequency
A 24
B 7
C 14
D 8
E 19

Report all answers accurate to three decimal places. But retain unrounded numbers for future calculations.

What is the chi-square test-statistic for this data? (Report answer accurate to three decimal places, and remember to use the unrounded Pearson residuals in your calculations.)
χ2=χ2=

What are the degrees of freedom for this test?
d.f.=

What is the p-value for this sample? (Report answer accurate to four decimal places.)
p-value =

The p-value is...

  • less than (or equal to) αα
  • greater than αα

This test statistic leads to a decision to...

  • reject the null
  • accept the null
  • fail to reject the null
  • accept the alternative

As such, the final conclusion is that...

  • A/ There is sufficient evidence to warrant rejection of the claim that all 5 categories are equally likely to be selected.
  • B/ There is not sufficient evidence to warrant rejection of the claim that all 5 categories are equally likely to be selected.
  • C/ The sample data support the claim that all 5 categories are equally likely to be selected.
  • D/ There is not sufficient sample evidence to support the claim that all 5 categories are equally likely to be selected.

Solutions

Expert Solution

1)

applying chi square goodness of fit test:
           relative observed Expected residual Chi square
category frequency(p) Oi Ei=total*p R2i=(Oi-Ei)/√Ei R2i=(Oi-Ei)2/Ei
A 0.2500 20.00 20.75 -0.16 0.027
B 0.4000 33.00 33.20 -0.03 0.001
C 0.1000 4.00 8.30 -1.49 2.228
D 0.2500 26.00 20.75 1.15 1.328
total 1.000 83 83 3.5843
test statistic X2 = 3.58
p value = 0.3100

Fail to reject the Null Hypothesis

2)

applying chi square goodness of fit test:
           relative observed Expected residual Chi square
category frequency(p) Oi Ei=total*p R2i=(Oi-Ei)/√Ei R2i=(Oi-Ei)2/Ei
A 0.2000 24.00 14.40 2.53 6.400
B 0.2000 7.00 14.40 -1.95 3.803
C 0.2000 14.00 14.40 -0.11 0.011
D 0.2000 8.00 14.40 -1.69 2.844
E 0.2000 19.00 14.40 1.21 1.469
total 1.000 72 72 14.5278
test statistic X2 = 14.528
degree of freedom =categories-1= 4
p value = 0.0058

  p-value is less than alpha

reject the null

  • A/ There is sufficient evidence to warrant rejection of the claim that all 5 categories are equally likely to be selected.

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